WallStSmart

Aurora Innovation Inc (AUR)vsModine Manufacturing Company (MOD)

VS

Smart Verdict

WallStSmart Research — data-driven comparison

Modine Manufacturing Company generates 95697% more annual revenue ($2.87B vs $3.00M). MOD leads profitability with a 3.4% profit margin vs 0.0%. MOD earns a higher WallStSmart Score of 51/100 (C-).

AUR

Avoid

22

out of 100

Grade: F

Growth: 2.7Profit: 2.5Value: 5.0Quality: 8.5
Piotroski: 4/9Altman Z: 2.58

MOD

Buy

51

out of 100

Grade: C-

Growth: 6.0Profit: 6.0Value: 4.3Quality: 7.8
Piotroski: 6/9Altman Z: 3.26

Key Strengths & Concerns

Side-by-side fundamental analysis

Key Strengths

AUR1 strengths · Avg: 10.0/10
Debt/EquityHealth
0.0410/10

Conservative balance sheet, low leverage

MOD2 strengths · Avg: 10.0/10
Revenue GrowthGrowth
30.5%10/10

Revenue surging 30.5% year-over-year

Altman Z-ScoreHealth
3.2610/10

Safe zone — low bankruptcy risk

Areas to Watch

AUR4 concerns · Avg: 2.8/10
EPS GrowthGrowth
0.0%4/10

0.0% earnings growth

Profit MarginProfitability
0.0%3/10

0.0% margin — thin

Return on EquityProfitability
-40.6%2/10

ROE of -40.6% — below average capital efficiency

Revenue GrowthGrowth
-91.0%2/10

Revenue declined 91.0%

MOD4 concerns · Avg: 2.8/10
Price/BookValuation
12.6x4/10

Trading at 12.6x book value

Profit MarginProfitability
3.4%3/10

3.4% margin — thin

P/E RatioValuation
145.0x2/10

Premium valuation, high expectations priced in

EPS GrowthGrowth
-3.5%2/10

Earnings declined 3.5%

Comparative Analysis Report

WallStSmart Research

Bull Case : AUR

The strongest argument for AUR centers on Debt/Equity.

Bull Case : MOD

The strongest argument for MOD centers on Revenue Growth, Altman Z-Score. Revenue growth of 30.5% demonstrates continued momentum. PEG of 1.09 suggests the stock is reasonably priced for its growth.

Bear Case : AUR

The primary concerns for AUR are EPS Growth, Profit Margin, Return on Equity.

Bear Case : MOD

The primary concerns for MOD are Price/Book, Profit Margin, P/E Ratio. A P/E of 145.0x leaves little room for execution misses. Thin 3.4% margins leave little buffer for downturns.

Key Dynamics to Monitor

AUR profiles as a value stock while MOD is a hypergrowth play — different risk/reward profiles.

AUR carries more volatility with a beta of 2.59 — expect wider price swings.

MOD is growing revenue faster at 30.5% — sustainability is the question.

MOD generates stronger free cash flow (-17M), providing more financial flexibility.

Bottom Line

MOD scores higher overall (51/100 vs 22/100) and 30.5% revenue growth. Both earn "Buy" and "Avoid" ratings respectively — the choice depends on your investment horizon and risk tolerance.

This analysis is generated from publicly available financial data. Not financial advice.

Aurora Innovation Inc

CONSUMER CYCLICAL · AUTO PARTS · USA

Aurora Innovation Inc. is a leading technology company at the forefront of developing advanced autonomous vehicle systems designed to improve transportation safety and efficiency. Utilizing state-of-the-art artificial intelligence and machine learning technologies, Aurora is dedicated to offering scalable self-driving solutions for both passenger and commercial applications. With a strong emphasis on strategic partnerships and a dynamic innovation pipeline, the company is well-positioned to thrive in the fast-evolving autonomous mobility sector, highlighting its potential for significant long-term growth and impact on the future of transportation.

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Modine Manufacturing Company

CONSUMER CYCLICAL · AUTO PARTS · USA

Modine Manufacturing Company provides heat transfer systems and heat transfer components designed for use in on-highway and off-highway original equipment manufacturer (OEM) vehicular applications. The company is headquartered in Racine, Wisconsin.

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